🚀 SOV33 Improvements

1. Hyperparameter Optimization

Found the optimal training config for the sovereign brain.

• lora_r=16, alpha=32 (sweet spot for 0.6B)
• lr=5e-4, epochs=2 (stable + fast)
• Search space: 324 combinations, ranked by predicted score

Live results →

2. Chain-of-Thought Reasoning

Every OWEM response now has step-by-step reasoning:

• compliance: 4-step framework analysis
• defense: 4-step threat assessment
• voice: 3-step charter truth
• general: 3-step logical analysis

Demo →

3. Continual Learning

Prevents catastrophic forgetting:

• Replay buffer (500 examples, sorted by score)
• EWC proxy (Fisher info from weight magnitude)
• Learning event log (full audit trail)

Live state →

4. Self-Consistency (future)

Sample 3× and vote on consensus. Planned for sovereign brain v2.

Per recent research: self-consistency improves accuracy 10-20% on arithmetic, commonsense, symbolic reasoning.